Real problems.
Real solutions.
From healthcare to marketing, see how teams use Monostate to build AI that actually works.
Available Today
What you can build right now
Custom Chat Models
Train models on your own data or use generated data to create specialized conversational AI. No more generic responses - your model speaks your language.
Example Use Case
Marketing Agent for SaaS Companies
- - Trained on successful cold outreach campaigns
- - Knows your product features and pricing
- - Writes in your brand voice
- - Handles objections specific to your industry
Emotional Intelligence Training
Create models that understand and respond with specific emotional tones. Use tags to control how your AI communicates.
Example Use Case
Customer Support with Empathy
<empathetic>“I completely understand how frustrating this must be...”
<professional>“Let me escalate this to our technical team immediately.”
<encouraging>“You're doing great! This is a common issue and easily fixed.”
Research & Business Classifiers
Train models to classify data using pairing fine-tuning. Perfect for research, medical diagnosis, quality control, and business intelligence.
Example Use Case
Medical Image Classification
Cancer cells detected
Contains markers: nuclei enlargement, irregular borders
Healthy tissue
Normal cell structure, regular patterns
Real User Story
How a physician-scientist is revolutionizing medical billing
Dr. [Name]
Physician-Scientist & Immunologist
Medical Billing & Coding
“The bane of all doctors' existences. A small model trained on Medicare datasets would be amazing.”
- - Which code is for what disease?
- - What will insurance cover?
- - Suggest codes based on notes and transcripts
- - More compact than RAG search
Automated Note Writing
“Train on 100 million medical notes to write them perfectly. Specialty-specific models based on practice parameters and best practices.”
Research Data Analysis
“Models that automatically analyze RNAseq data or flow cytometry data - both based on numerical matrices, perfect for tensor computing.”
Tiny Specialized Agents
“Hyperspecialized models that fit on an iPhone (2-4B parameters) for individual providers. If it's really useful, it becomes an app.”
Potential Impact
“Other doctors would be interested in these models. This could even generate passive income for the creators while solving real healthcare problems.”
Why Monostate?
- No coding required - doctors can train models themselves
- Small models that run on phones
- Train on proprietary medical data
- Deploy as apps for other providers
Models in Development
Coming Soon
What's next on our roadmap
Visual Classification Models
Train models with existing image sets to identify patterns and occurrences.
Example
Head Trauma Severity Analysis
Analyze CT scans to classify trauma severity and recommend treatment urgency
Reinforcement Learning
Teach models preferred behaviors with rewards and penalties after initial training.
Example
Sales Agent Optimization
Reward successful conversation patterns, penalize pushy behavior
Voice Fine-tuning
Teach models multiple languages and emotional enrichment for voice applications.
Example
Multilingual Support
Teach English model Portuguese, add emotional tones for natural speech
Real Projects
Built with Monostate
Axle Trace
FDA filing assistant and analysis with specialized AI models for regulatory compliance
GAVA
Autonomous mobility cyber risk assessment transforming cost analysis into risk magnitudes for automotive
At Vita
AI grief companion with emotional intelligence for compassionate support
The Fertility Plan
IVF and fertility guidance platform powered by AI for personalized treatment planning
Dr. Amigo
AI diabetes companion for elderly care with personalized health monitoring
Browser Native
AI-powered browsing infrastructure with intelligent load balancing
Your use case is waiting
Whether you're in healthcare, finance, marketing, or research - if you can describe it, you can build it with Monostate.